Using the relationship between the resistance, capacitance and current in Hopfield neural network, and the properties of sigmoid
function, this paper gives the terse, explicit algebraical criteria of global exponential stability, global asymptotical stability
and instability. Then this paper makes clear the essence of the stability that Hopfield defined, and provides a theoretical
foundation for
... [Show full abstract] the design of a network.